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1
Aarno Palotie, M.D., Ph.D.
2
10 – 20 years
From Discovery to treatment
and prevention
3
Could
genetics
help?
4
Y O U R T E S T B E D F O R N E X T G E N E R A T I O N R E S E A R C H & I N N O V A T I O N
INNOVATIVE STUDY DESIGNS
POPULATION
ISOLATE
HEALTH
REGISTERS
BIOBANKS GENOME DATA
+ ++
6
500 000 individuals
~1O % of the
population
500 000
individuals
Combined
genotype and
register data
National Health
Register data
Association analyses
Axiom GWA array
Imputation
FinnGen
7
National
registers Hospital discharge
Hospital procedure
Outpatient visit
Outpatient procedure
Primary care
Primary care procedure
Cancer register
Cause of death
Drug purchase
Drug reimbursement
Register data
for
administration
Register data
for
administration
Register data
for
administration
151167-123J
8
Nationwide registries
10/08/2020
9
Data from every
healthcare visit over a
lifetime
10
The Finnish Biobank Act is Unique
• Registration of biobanks, wide consent and protection
of participants
• Transfer of existing sample and data collections to
biobanks
• Possibility to recontact
• Possibility to collect samples and data from the health
care
• Collaboration with industry
10 Biobanks
11
EARLY SETTLEMENT
• 2000-10 000 years ago
• South and Coast
LATE SETTLEMENT
• 16th century
• multiple bottle necks
EXPANSION
• 18th century – population 250 000
• Today – population 5.4 million
EARLY
SETTLEMENT
LATE
SETTLEMENT
12
Power of a
Genetic
Isolate
Specific damaging genetic variants become enriched and
easy to discover
Reconstructing genomes of Finns (’imputation’) from
inexpensive genotype data is much more accurate than
in the rest of the world
13
500,000 individuals
10% of the population
Existing sample collections: 215,000
Finns
285,000 new sample donors within 6
years
FinnGen 1: 2017-2020
FinnGen 2: 2020-2023
14
Public - Private
Partnership
15
500 000 individuals
~1O % of the
population
500 000
individuals
Combined
genotype and
register data
National Health
Register data
Association analyses
Axiom GWA array
Imputation
FinnGen
16
FinnGen partners
17
314 000 participants, so far
314 000
participants
18
Available new biobank samples and legacy samples (8/2019)
0 50000 100000 150000 200000 250000 300000 350000
Oct 2017
Nov 2017
Dec 2017
Jan 2018
Feb 2018
Mar 2018
Apr 2018
May 2018
June 2018
July 2018
Aug 2018
Sep 2018
Oct 2018
Nov 2018
Dec 2018
Jan 2019
Feb 2019
Mar 2019
Apr 2019
May 2019
June 2019
July 2019
Aug 2019
New samples Legacy samples
At the end of year 2:
• 138,000 legacy samples
• 176,000 new samples
≈ Total of 314,000
available samples
19
FinnGen disease groups of interest (8/2019)
Neurology
N=3,763
Ophtalmology
N=21,869
Pulmonology
N=14,902
Gastroenterology
N=9,697
Rheumatology
N=9,959
Cardiometabolic
N=51,616
Oncology
N=31,969Hospital biobanks &
Terveystalo Biobank
N=130,671 available samples Dermatology
N=7,105
20
Registry data currently included
Diagnoses
Codes: Kela codes
Procedures
Codes: CPT
Diagnoses
Codes: ICD 8/9/10
HILMO
(In-patient registry – 1969 to 2017)
Topology
Codes: ICD-O-3
KELA
(Drug registry – (1964) 1995 to 2017)
Medications
Codes: ATC codes
Causes of death
(1996 to 2017)
Diagnoses
Codes: ICD 8/9/10
Cancer
(1953 to 2016)
Specialist outpatient clinics
(Out-patient registry – 1998 to 2017)
Procedures
Codes: CPT
Diagnoses
Codes: ICD 9/10
Endpoints
Morphology
Codes: ICD-O-3
21
FinnGen ThermoFisher Axiom custom
array
Covers coding variation down to .01% frequency and offers complete coverage of disease alleles enriched
through the founding bottleneck
22
August 2019 data freeze 181 000
individuals
0
50000
100000
140000
180000
210000
250000
300000
320000
320000
390000
390000
460000
500000
FINNGEN DATA FREEZES
EVERY 6 MONTHS
23
Data release 4 in numbers
• 183,694 samples with genotypes
• 189,328 samples with phenotypes
• 181,821 individuals with genotypes and phenotypes
• 2,443 endpoints (n>100)
• Detailed longitudinal data in the Sandbox, 40 million drug
purchases and ICD codes, 72 million health care events
24
Data freeze 4
• In demo phenotypes:
• 124 genome wide significant loci
• 20 novel
• 16 have has a Finnish enriched lead variant
25
Selected phenotypes
26
Data protection
PARTICIPATION IS VOLUNTARY AND THE
CONSENT CAN BE WITHDRAWN
SAMPLES ARE CODED AND FINNGEN CAN NOT
IDENTIFY PARTICIPANTS
01
02
03
GENOME DATA, ANALYZED AND
PRODUCED FROM BIOBANK SAMPLES, IS
OWNED BY FINNISH BIOBANKS
27
28
Success with from analyzing first 146,000 participants
29
Examples:
New loci discovered based on
the Finnish population structure
30
31
Variant enriched in Finland, has a strong effect on disease
Also enriched to anchylosing spondylitis and iritis
32
33
Type 2 diabetes
TCFL2
CCND2
CDKAL1 FTO
17512 cases, 114083 controls - >30 independent hits
= Finnish-enriched low-frequency hits, not in Mahajan 201
IGF2BP2
IRS2
MTNR1BWFS1
34
Finnish-enriched
T2D GWAS hit
Missense AKT2:p.Pro50Thr
p = 2.4e-8
Published by Manning et al last year
From METSIM & T2D Genes Finnish studies
35
Longitudinal analyses
36
E4_DM2_STRICT (T2D) -> DM_NEPHROPATHY
37
DM2_STRICT -> DM_NEPHROPATHY
chr3_127730888_G_A (rs187268162)
Intronic in gene MGLL
• AF: 0.093%
• In survival analysis
Beta: 10.8(1.95), P-Survival= 3.3 x10-8
• In logistic mixed model for case-control
Beta: 7.73(1.48), P-Logistic= 1.72x10-7
Monoacylglycerol lipase (MGLL or MGAL) has
been reported as a potential pharmaceutical
target for reducing neuropathic pain (Crowe MS,
et al. 2015)
38
Partnership with Estonia
TNRC18, novel
RNF186
IL23R
FCGR2A
C1orf106
IL10
MST1
MHC
NKX2-3
EMSY
UBAC2
40
Sini Kerminen, Matti Pirinen Georgi Hudjashov, Mait Metspalu
6 ESTONIAN GENOME CENTER
COMPETENCIES
Recruitment – Estonian Biobank Phase 2
16
10638
6098
5611
5729
6089
12596
17675
21086
19740
6146
6183
7314
4758
4264
5233
2829
4069
4893
4311
0
5000
10000
15000
20000
25000
M
ar-19
Apr-19
M
ay-19
Jun-19
Jul-19
Aug-19
Sep-19
Oct-19
Nov-19
Dec-19
Jan-20
Feb-20
M
ar-20
Apr-20
M
ay-20
Jun-20
Jul-20
Aug-20
Sep-20
Oct-20
Samples per month52016
62654
68752
74363
80092
86181
98777
116452
137538
157278
163424
169607
176921
181679
185943
191176
194005
198074
202967
207278
0
50000
100000
150000
200000
250000
M
ar-19
Apr-19
M
ay-19
Jun-19
Jul-19
Aug-19
Sep-19
Oct-19
Nov-19
Dec-19
Jan-20
Feb-20
M
ar-20
Apr-20
M
ay-20
Jun-20
Jul-20
Aug-20
Sep-20
Oct-20
Total samples
Genotyping now completed on
150,000 on Estonia customized
Illumina GSA array
Tonu Esko
42
Global Biobank Network
43
Towards Global
Partnership
Meta-analysis
44
China Kadoorie
Biobank
100k
UK Biobank
500k
FinnGen
180k
Biobank Japan
200k
HUNT Study
70k
Biobank Meta-analysis Initiative
> 2 million genotyped samples
BioVu
120k
BioME
32k
UCLA Precision Health Biobank
14k
Michigan Genome Initiative
47k
Partners
Biobank
25k
Colorado Biobank
30k
Estonian Biobank
150k
Generation
Scotland
24k
Million Veteran Program
500k
deCODE Genetics
250k
East London Genes & Health
36k
LifeLines NL
52K
Mexico City
*genotyped sample sizes
45
Locus Discovery
46
Asthma
Biobank Japan
8,204 cases, 10 loci
UK Biobank
26,332 cases, 31 loci Combined
52,194 cases, 52 loci
Finngen
12,071 cases, 8 loci
HUNT
5,587 cases, 3 loci
Wei Zhou, Masa Kanai, Juha Karjalainen
47
Fine-Mapping
48
Example: MYOC region
FinnGen
Missense variants in MYOC
previously associated to
Juvenile Open Angle
Galucoma
49
Example: MYOC region
UKBB
50
Example: MYOC region
MYOC:Q368X
FinnGen + UKBB
Trans-ethnic fine-mapping pinpoints the
51
rs74315329 in MYOC
H7_GLAUCOMA
Beta=1.72(0.21)
P=2.86x10-16
H7_GLAUCOMA -> H7_GLAUCOMA_OPER
Beta=1.13(0.45),
P-Survival=0.012
Population: ’Survival’ from Glaucoma
Glaucoma Patients: ’Survival’ from Surgery
52
● The power of large genetic isolate
● The power of National Health Records
● The power of global collaborations
AcknowledgementsAcknowledgements

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Aarno Palotie: The FinnGen Project

  • 2. 2 10 – 20 years From Discovery to treatment and prevention
  • 4. 4
  • 5. Y O U R T E S T B E D F O R N E X T G E N E R A T I O N R E S E A R C H & I N N O V A T I O N INNOVATIVE STUDY DESIGNS POPULATION ISOLATE HEALTH REGISTERS BIOBANKS GENOME DATA + ++
  • 6. 6 500 000 individuals ~1O % of the population 500 000 individuals Combined genotype and register data National Health Register data Association analyses Axiom GWA array Imputation FinnGen
  • 7. 7 National registers Hospital discharge Hospital procedure Outpatient visit Outpatient procedure Primary care Primary care procedure Cancer register Cause of death Drug purchase Drug reimbursement Register data for administration Register data for administration Register data for administration 151167-123J
  • 9. 9 Data from every healthcare visit over a lifetime
  • 10. 10 The Finnish Biobank Act is Unique • Registration of biobanks, wide consent and protection of participants • Transfer of existing sample and data collections to biobanks • Possibility to recontact • Possibility to collect samples and data from the health care • Collaboration with industry 10 Biobanks
  • 11. 11 EARLY SETTLEMENT • 2000-10 000 years ago • South and Coast LATE SETTLEMENT • 16th century • multiple bottle necks EXPANSION • 18th century – population 250 000 • Today – population 5.4 million EARLY SETTLEMENT LATE SETTLEMENT
  • 12. 12 Power of a Genetic Isolate Specific damaging genetic variants become enriched and easy to discover Reconstructing genomes of Finns (’imputation’) from inexpensive genotype data is much more accurate than in the rest of the world
  • 13. 13 500,000 individuals 10% of the population Existing sample collections: 215,000 Finns 285,000 new sample donors within 6 years FinnGen 1: 2017-2020 FinnGen 2: 2020-2023
  • 15. 15 500 000 individuals ~1O % of the population 500 000 individuals Combined genotype and register data National Health Register data Association analyses Axiom GWA array Imputation FinnGen
  • 17. 17 314 000 participants, so far 314 000 participants
  • 18. 18 Available new biobank samples and legacy samples (8/2019) 0 50000 100000 150000 200000 250000 300000 350000 Oct 2017 Nov 2017 Dec 2017 Jan 2018 Feb 2018 Mar 2018 Apr 2018 May 2018 June 2018 July 2018 Aug 2018 Sep 2018 Oct 2018 Nov 2018 Dec 2018 Jan 2019 Feb 2019 Mar 2019 Apr 2019 May 2019 June 2019 July 2019 Aug 2019 New samples Legacy samples At the end of year 2: • 138,000 legacy samples • 176,000 new samples ≈ Total of 314,000 available samples
  • 19. 19 FinnGen disease groups of interest (8/2019) Neurology N=3,763 Ophtalmology N=21,869 Pulmonology N=14,902 Gastroenterology N=9,697 Rheumatology N=9,959 Cardiometabolic N=51,616 Oncology N=31,969Hospital biobanks & Terveystalo Biobank N=130,671 available samples Dermatology N=7,105
  • 20. 20 Registry data currently included Diagnoses Codes: Kela codes Procedures Codes: CPT Diagnoses Codes: ICD 8/9/10 HILMO (In-patient registry – 1969 to 2017) Topology Codes: ICD-O-3 KELA (Drug registry – (1964) 1995 to 2017) Medications Codes: ATC codes Causes of death (1996 to 2017) Diagnoses Codes: ICD 8/9/10 Cancer (1953 to 2016) Specialist outpatient clinics (Out-patient registry – 1998 to 2017) Procedures Codes: CPT Diagnoses Codes: ICD 9/10 Endpoints Morphology Codes: ICD-O-3
  • 21. 21 FinnGen ThermoFisher Axiom custom array Covers coding variation down to .01% frequency and offers complete coverage of disease alleles enriched through the founding bottleneck
  • 22. 22 August 2019 data freeze 181 000 individuals 0 50000 100000 140000 180000 210000 250000 300000 320000 320000 390000 390000 460000 500000 FINNGEN DATA FREEZES EVERY 6 MONTHS
  • 23. 23 Data release 4 in numbers • 183,694 samples with genotypes • 189,328 samples with phenotypes • 181,821 individuals with genotypes and phenotypes • 2,443 endpoints (n>100) • Detailed longitudinal data in the Sandbox, 40 million drug purchases and ICD codes, 72 million health care events
  • 24. 24 Data freeze 4 • In demo phenotypes: • 124 genome wide significant loci • 20 novel • 16 have has a Finnish enriched lead variant
  • 26. 26 Data protection PARTICIPATION IS VOLUNTARY AND THE CONSENT CAN BE WITHDRAWN SAMPLES ARE CODED AND FINNGEN CAN NOT IDENTIFY PARTICIPANTS 01 02 03 GENOME DATA, ANALYZED AND PRODUCED FROM BIOBANK SAMPLES, IS OWNED BY FINNISH BIOBANKS
  • 27. 27
  • 28. 28 Success with from analyzing first 146,000 participants
  • 29. 29 Examples: New loci discovered based on the Finnish population structure
  • 30. 30
  • 31. 31 Variant enriched in Finland, has a strong effect on disease Also enriched to anchylosing spondylitis and iritis
  • 32. 32
  • 33. 33 Type 2 diabetes TCFL2 CCND2 CDKAL1 FTO 17512 cases, 114083 controls - >30 independent hits = Finnish-enriched low-frequency hits, not in Mahajan 201 IGF2BP2 IRS2 MTNR1BWFS1
  • 34. 34 Finnish-enriched T2D GWAS hit Missense AKT2:p.Pro50Thr p = 2.4e-8 Published by Manning et al last year From METSIM & T2D Genes Finnish studies
  • 36. 36 E4_DM2_STRICT (T2D) -> DM_NEPHROPATHY
  • 37. 37 DM2_STRICT -> DM_NEPHROPATHY chr3_127730888_G_A (rs187268162) Intronic in gene MGLL • AF: 0.093% • In survival analysis Beta: 10.8(1.95), P-Survival= 3.3 x10-8 • In logistic mixed model for case-control Beta: 7.73(1.48), P-Logistic= 1.72x10-7 Monoacylglycerol lipase (MGLL or MGAL) has been reported as a potential pharmaceutical target for reducing neuropathic pain (Crowe MS, et al. 2015)
  • 40. 40 Sini Kerminen, Matti Pirinen Georgi Hudjashov, Mait Metspalu
  • 41. 6 ESTONIAN GENOME CENTER COMPETENCIES Recruitment – Estonian Biobank Phase 2 16 10638 6098 5611 5729 6089 12596 17675 21086 19740 6146 6183 7314 4758 4264 5233 2829 4069 4893 4311 0 5000 10000 15000 20000 25000 M ar-19 Apr-19 M ay-19 Jun-19 Jul-19 Aug-19 Sep-19 Oct-19 Nov-19 Dec-19 Jan-20 Feb-20 M ar-20 Apr-20 M ay-20 Jun-20 Jul-20 Aug-20 Sep-20 Oct-20 Samples per month52016 62654 68752 74363 80092 86181 98777 116452 137538 157278 163424 169607 176921 181679 185943 191176 194005 198074 202967 207278 0 50000 100000 150000 200000 250000 M ar-19 Apr-19 M ay-19 Jun-19 Jul-19 Aug-19 Sep-19 Oct-19 Nov-19 Dec-19 Jan-20 Feb-20 M ar-20 Apr-20 M ay-20 Jun-20 Jul-20 Aug-20 Sep-20 Oct-20 Total samples Genotyping now completed on 150,000 on Estonia customized Illumina GSA array Tonu Esko
  • 44. 44 China Kadoorie Biobank 100k UK Biobank 500k FinnGen 180k Biobank Japan 200k HUNT Study 70k Biobank Meta-analysis Initiative > 2 million genotyped samples BioVu 120k BioME 32k UCLA Precision Health Biobank 14k Michigan Genome Initiative 47k Partners Biobank 25k Colorado Biobank 30k Estonian Biobank 150k Generation Scotland 24k Million Veteran Program 500k deCODE Genetics 250k East London Genes & Health 36k LifeLines NL 52K Mexico City *genotyped sample sizes
  • 46. 46 Asthma Biobank Japan 8,204 cases, 10 loci UK Biobank 26,332 cases, 31 loci Combined 52,194 cases, 52 loci Finngen 12,071 cases, 8 loci HUNT 5,587 cases, 3 loci Wei Zhou, Masa Kanai, Juha Karjalainen
  • 48. 48 Example: MYOC region FinnGen Missense variants in MYOC previously associated to Juvenile Open Angle Galucoma
  • 50. 50 Example: MYOC region MYOC:Q368X FinnGen + UKBB Trans-ethnic fine-mapping pinpoints the
  • 51. 51 rs74315329 in MYOC H7_GLAUCOMA Beta=1.72(0.21) P=2.86x10-16 H7_GLAUCOMA -> H7_GLAUCOMA_OPER Beta=1.13(0.45), P-Survival=0.012 Population: ’Survival’ from Glaucoma Glaucoma Patients: ’Survival’ from Surgery
  • 52. 52 ● The power of large genetic isolate ● The power of National Health Records ● The power of global collaborations